Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Tools: Data Mining Why is it important ? Fourth paradigm of science Data intensive scientific discovery Why is Data Mining needed? Growth_rate(Data) >> Growth_rate(# Human Analysts) To amplify human capability to analyze large datasets Possibly automate repeating tasks What is Data Mining (DM)? Identify interesting, useful, non-trivial patterns Ex. Anomalies, associations, trends, hotspots… What are new challenges in this project? Auto-correlation (violates sample independence assumption) Non-stationarity What new capabilities are offered? Spatial DM, e.g. tele-connections, co-location, … Spatio-temporal DM, e.g. predict hotspots and impacts In context, e.g. land-cover, agriculture, climate, …